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Boccacino JM, Dos Santos Peixoto R, Fernandes CFDL, Cangiano G, Sola PR, Coelho BP, Prado MB, Melo-Escobar MI, de Sousa BP, Ayyadhury S, Bader GD, Shinjo SMO, Marie SKN, da Rocha EL, Lopes MH. Integrated transcriptomics uncovers an enhanced association between the prion protein gene expression and vesicle dynamics signatures in glioblastomas. BMC Cancer 2024; 24:199. [PMID: 38347462 PMCID: PMC10863147 DOI: 10.1186/s12885-024-11914-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 01/23/2024] [Indexed: 02/15/2024] Open
Abstract
BACKGROUND Glioblastoma (GBM) is an aggressive brain tumor that exhibits resistance to current treatment, making the identification of novel therapeutic targets essential. In this context, cellular prion protein (PrPC) stands out as a potential candidate for new therapies. Encoded by the PRNP gene, PrPC can present increased expression levels in GBM, impacting cell proliferation, growth, migration, invasion and stemness. Nevertheless, the exact molecular mechanisms through which PRNP/PrPC modulates key aspects of GBM biology remain elusive. METHODS To elucidate the implications of PRNP/PrPC in the biology of this cancer, we analyzed publicly available RNA sequencing (RNA-seq) data of patient-derived GBMs from four independent studies. First, we ranked samples profiled by bulk RNA-seq as PRNPhigh and PRNPlow and compared their transcriptomic landscape. Then, we analyzed PRNP+ and PRNP- GBM cells profiled by single-cell RNA-seq to further understand the molecular context within which PRNP/PrPC might function in this tumor. We explored an additional proteomics dataset, applying similar comparative approaches, to corroborate our findings. RESULTS Functional profiling revealed that vesicular dynamics signatures are strongly correlated with PRNP/PrPC levels in GBM. We found a panel of 73 genes, enriched in vesicle-related pathways, whose expression levels are increased in PRNPhigh/PRNP+ cells across all RNA-seq datasets. Vesicle-associated genes, ANXA1, RAB31, DSTN and SYPL1, were found to be upregulated in vitro in an in-house collection of patient-derived GBM. Moreover, proteome analysis of patient-derived samples reinforces the findings of enhanced vesicle biogenesis, processing and trafficking in PRNPhigh/PRNP+ GBM cells. CONCLUSIONS Together, our findings shed light on a novel role for PrPC as a potential modulator of vesicle biology in GBM, which is pivotal for intercellular communication and cancer maintenance. We also introduce GBMdiscovery, a novel user-friendly tool that allows the investigation of specific genes in GBM biology.
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Affiliation(s)
- Jacqueline Marcia Boccacino
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Rafael Dos Santos Peixoto
- Department of Automation and Systems, Technological Center, Federal University of Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Camila Felix de Lima Fernandes
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Giovanni Cangiano
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Paula Rodrigues Sola
- Cellular and Molecular Biology Laboratory (LIM 15), Department of Neurology, Faculdade de Medicina (FMUSP), University of Sao Paulo, Sao Paulo, Brazil
| | - Bárbara Paranhos Coelho
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Mariana Brandão Prado
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Maria Isabel Melo-Escobar
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Breno Pereira de Sousa
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil
| | - Shamini Ayyadhury
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
| | - Gary D Bader
- Princess Margaret Cancer Centre, University Health Network, Toronto, Ontario, Canada
- The Donnelly Centre, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
- Department of Computer Science, University of Toronto, Toronto, Ontario, Canada
| | - Sueli Mieko Oba Shinjo
- Cellular and Molecular Biology Laboratory (LIM 15), Department of Neurology, Faculdade de Medicina (FMUSP), University of Sao Paulo, Sao Paulo, Brazil
| | - Suely Kazue Nagahashi Marie
- Cellular and Molecular Biology Laboratory (LIM 15), Department of Neurology, Faculdade de Medicina (FMUSP), University of Sao Paulo, Sao Paulo, Brazil
| | - Edroaldo Lummertz da Rocha
- Department of Microbiology, Immunology, and Parasitology, Biological Sciences Center, Federal University of Santa Catarina, Florianópolis, Santa Catarina, 88040-900, Brazil.
| | - Marilene Hohmuth Lopes
- Department of Cell and Developmental Biology, Institute of Biomedical Sciences, University of São Paulo, Av. Prof. Lineu Prestes, 1524 room 431, Sao Paulo, 05508000, Brazil.
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