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Article

Insight into Mantle Cell Lymphoma Pathobiology, Diagnosis, and Treatment Using Network-Based and Drug-Repurposing Approaches

by
Georgia Orfanoudaki
1,2,
Konstantina Psatha
1,2,3 and
Michalis Aivaliotis
1,2,4,5,*
1
Functional Proteomics and Systems Biology (FunPATh), Center for Interdisciplinary Research and Innovation (CIRI-AUTH), Balkan Center, GR-54124 Thessaloniki, Greece
2
Institute of Molecular Biology and Biotechnology Foundation for Research and Technology-Hellas, GR-70013 Heraklion, Greece
3
Laboratory of Medical Biology–Genetics, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece
4
Basic and Translational Research Unit, Special Unit for Biomedical Research and Education, School of Medicine, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece
5
Laboratory of Biological Chemistry, School of Medicine, Aristotle University of Thessaloniki, GR-54124 Thessaloniki, Greece
*
Author to whom correspondence should be addressed.
Int. J. Mol. Sci. 2024, 25(13), 7298; https://doi.org/10.3390/ijms25137298
Submission received: 1 April 2024 / Revised: 25 June 2024 / Accepted: 25 June 2024 / Published: 2 July 2024
(This article belongs to the Special Issue Molecular Pathology and Immunotherapy of Lymphoma)

Abstract

Mantle cell lymphoma (MCL) is a rare, incurable, and aggressive B-cell non-Hodgkin lymphoma (NHL). Early MCL diagnosis and treatment is critical and puzzling due to inter/intra-tumoral heterogeneity and limited understanding of the underlying molecular mechanisms. We developed and applied a multifaceted analysis of selected publicly available transcriptomic data of well-defined MCL stages, integrating network-based methods for pathway enrichment analysis, co-expression module alignment, drug repurposing, and prediction of effective drug combinations. We demonstrate the “butterfly effect” emerging from a small set of initially differentially expressed genes, rapidly expanding into numerous deregulated cellular processes, signaling pathways, and core machineries as MCL becomes aggressive. We explore pathogenicity-related signaling circuits by detecting common co-expression modules in MCL stages, pointing out, among others, the role of VEGFA and SPARC proteins in MCL progression and recommend further study of precise drug combinations. Our findings highlight the benefit that can be leveraged by such an approach for better understanding pathobiology and identifying high-priority novel diagnostic and prognostic biomarkers, drug targets, and efficacious combination therapies against MCL that should be further validated for their clinical impact.
Keywords: mantle cell lymphoma; non-Hodgkin lymphoma; differentially expressed; stages; biomarkers; drug repurposing mantle cell lymphoma; non-Hodgkin lymphoma; differentially expressed; stages; biomarkers; drug repurposing

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MDPI and ACS Style

Orfanoudaki, G.; Psatha, K.; Aivaliotis, M. Insight into Mantle Cell Lymphoma Pathobiology, Diagnosis, and Treatment Using Network-Based and Drug-Repurposing Approaches. Int. J. Mol. Sci. 2024, 25, 7298. https://doi.org/10.3390/ijms25137298

AMA Style

Orfanoudaki G, Psatha K, Aivaliotis M. Insight into Mantle Cell Lymphoma Pathobiology, Diagnosis, and Treatment Using Network-Based and Drug-Repurposing Approaches. International Journal of Molecular Sciences. 2024; 25(13):7298. https://doi.org/10.3390/ijms25137298

Chicago/Turabian Style

Orfanoudaki, Georgia, Konstantina Psatha, and Michalis Aivaliotis. 2024. "Insight into Mantle Cell Lymphoma Pathobiology, Diagnosis, and Treatment Using Network-Based and Drug-Repurposing Approaches" International Journal of Molecular Sciences 25, no. 13: 7298. https://doi.org/10.3390/ijms25137298

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