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Relier S, Amalric A, Attina A, Koumare IB, Rigau V, Burel Vandenbos F, Fontaine D, Baroncini M, Hugnot JP, Duffau H, Bauchet L, Hirtz C, Rivals E, David A. Multivariate Analysis of RNA Chemistry Marks Uncovers Epitranscriptomics-Based Biomarker Signature for Adult Diffuse Glioma Diagnostics. Anal Chem 2022; 94:11967-11972. [PMID: 35998076 PMCID: PMC9453740 DOI: 10.1021/acs.analchem.2c01526] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
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One of the main challenges in cancer management relates
to the
discovery of reliable biomarkers, which could guide decision-making
and predict treatment outcome. In particular, the rise and democratization
of high-throughput molecular profiling technologies bolstered the
discovery of “biomarker signatures” that could maximize
the prediction performance. Such an approach was largely employed
from diverse OMICs data (i.e., genomics, transcriptomics, proteomics,
metabolomics) but not from epitranscriptomics, which encompasses more
than 100 biochemical modifications driving the post-transcriptional
fate of RNA: stability, splicing, storage, and translation. We and
others have studied chemical marks in isolation and associated them
with cancer evolution, adaptation, as well as the response to conventional
therapy. In this study, we have designed a unique pipeline combining
multiplex analysis of the epitranscriptomic landscape by high-performance
liquid chromatography coupled to tandem mass spectrometry with statistical
multivariate analysis and machine learning approaches in order to
identify biomarker signatures that could guide precision medicine
and improve disease diagnosis. We applied this approach to analyze
a cohort of adult diffuse glioma patients and demonstrate the existence
of an “epitranscriptomics-based signature” that permits
glioma grades to be discriminated and predicted with unmet accuracy.
This study demonstrates that epitranscriptomics (co)evolves along
cancer progression and opens new prospects in the field of omics molecular
profiling and personalized medicine.
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Affiliation(s)
- S Relier
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France
| | - A Amalric
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France.,IRMB-PPC, INM, Univ Montpellier, CHU Montpellier, INSERM CNRS, Montpellier 34295, France
| | - A Attina
- IRMB-PPC, INM, Univ Montpellier, CHU Montpellier, INSERM CNRS, Montpellier 34295, France
| | - I B Koumare
- Neurosurgery Department, Montpellier University Medical Center, Montpellier, Hérault 34295, France.,Neurosurgery Department, CHU Gabriel Toure, Bamako, Mali
| | - V Rigau
- Department of Pathology and Oncobiology, Montpellier University Medical Center, Montpellier, Hérault 34295, France
| | - F Burel Vandenbos
- Central Laboratory of Pathology, Univ. Côte d'Azur, CHU Nice, CNRS, INSERM, Nice, Alpes-Maritimes 06000, France
| | - D Fontaine
- Neurosurgery Department, Univ. Côte d'Azur, CHU Nice, Nice, Alpes-Maritimes 06000, France
| | - M Baroncini
- Neurosurgery Department, CHU Lille, Univ. of Lille, Lille, Nord 59037, France
| | - J P Hugnot
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France
| | - H Duffau
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France.,Neurosurgery Department, Montpellier University Medical Center, Montpellier, Hérault 34295, France
| | - L Bauchet
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France.,Neurosurgery Department, Montpellier University Medical Center, Montpellier, Hérault 34295, France
| | - C Hirtz
- IRMB-PPC, INM, Univ Montpellier, CHU Montpellier, INSERM CNRS, Montpellier 34295, France
| | - E Rivals
- LIRMM, Univ. Montpellier, CNRS, Montpellier, Hérault 34095, France
| | - A David
- IGF, Univ. Montpellier, CNRS, INSERM, Montpellier, Hérault 34094, France.,IRMB-PPC, INM, Univ Montpellier, CHU Montpellier, INSERM CNRS, Montpellier 34295, France
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