1
|
Amalric A, Attina A, Bastide A, Buffard M, Mateus S, Planque C, Rivals E, Hirtz C, David A. Mass Spectrometry-Based Pipeline for Identifying RNA Modifications Involved in a Functional Process: Application to Cancer Cell Adaptation. Anal Chem 2024; 96:1825-1833. [PMID: 38275837 PMCID: PMC10851184 DOI: 10.1021/acs.analchem.3c02635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 12/19/2023] [Accepted: 12/19/2023] [Indexed: 01/27/2024]
Abstract
Cancer onset and progression are known to be regulated by genetic and epigenetic events, including RNA modifications (a.k.a. epitranscriptomics). So far, more than 150 chemical modifications have been described in all RNA subtypes, including messenger, ribosomal, and transfer RNAs. RNA modifications and their regulators are known to be implicated in all steps of post-transcriptional regulation. The dysregulation of this complex yet delicate balance can contribute to disease evolution, particularly in the context of carcinogenesis, where cells are subjected to various stresses. We sought to discover RNA modifications involved in cancer cell adaptation to inhospitable environments, a peculiar feature of cancer stem cells (CSCs). We were particularly interested in the RNA marks that help the adaptation of cancer cells to suspension culture, which is often used as a surrogate to evaluate the tumorigenic potential. For this purpose, we designed an experimental pipeline consisting of four steps: (1) cell culture in different growth conditions to favor CSC survival; (2) simultaneous RNA subtype (mRNA, rRNA, tRNA) enrichment and RNA hydrolysis; (3) the multiplex analysis of nucleosides by LC-MS/MS followed by statistical/bioinformatic analysis; and (4) the functional validation of identified RNA marks. This study demonstrates that the RNA modification landscape evolves along with the cancer cell phenotype under growth constraints. Remarkably, we discovered a short epitranscriptomic signature, conserved across colorectal cancer cell lines and associated with enrichment in CSCs. Functional tests confirmed the importance of selected marks in the process of adaptation to suspension culture, confirming the validity of our approach and opening up interesting prospects in the field.
Collapse
Affiliation(s)
- Amandine Amalric
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
- IRMB-PPC,
INM, CHU Montpellier, INSERM, Université
de Montpellier, CNRS, 34090 Montpellier, France
| | - Aurore Attina
- IRMB-PPC,
INM, CHU Montpellier, INSERM, Université
de Montpellier, CNRS, 34090 Montpellier, France
| | - Amandine Bastide
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
| | - Marion Buffard
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
- LIRMM, Université de Montpellier,
CNRS, 34090 Montpellier, France
| | - Stéphanie Mateus
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
| | - Chris Planque
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
| | - Eric Rivals
- LIRMM, Université de Montpellier,
CNRS, 34090 Montpellier, France
| | - Christophe Hirtz
- IRMB-PPC,
INM, CHU Montpellier, INSERM, Université
de Montpellier, CNRS, 34090 Montpellier, France
| | - Alexandre David
- IGF,
INSERM, Université de Montpellier,
CNRS, 34090 Montpellier, France
- IRMB-PPC,
INM, CHU Montpellier, INSERM, Université
de Montpellier, CNRS, 34090 Montpellier, France
| |
Collapse
|
2
|
Ponomaryova AA, Rykova EY, Solovyova AI, Tarasova AS, Kostromitsky DN, Dobrodeev AY, Afanasiev SA, Cherdyntseva NV. Genomic and Transcriptomic Research in the Discovery and Application of Colorectal Cancer Circulating Markers. Int J Mol Sci 2023; 24:12407. [PMID: 37569782 PMCID: PMC10419249 DOI: 10.3390/ijms241512407] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Revised: 07/24/2023] [Accepted: 08/02/2023] [Indexed: 08/13/2023] Open
Abstract
Colorectal cancer (CRC) is the most frequently occurring malignancy in the world. However, the mortality from CRC can be reduced through early diagnostics, selection of the most effective treatment, observation of the therapy success, and the earliest possible diagnosis of recurrences. A comprehensive analysis of genetic and epigenetic factors contributing to the CRC development is needed to refine diagnostic, therapeutic, and preventive strategies and to ensure appropriate decision making in managing specific CRC cases. The liquid biopsy approach utilizing circulating markers has demonstrated its good performance as a tool to detect the changes in the molecular pathways associated with various cancers. In this review, we attempted to brief the main tendencies in the development of circulating DNA and RNA-based markers in CRC such as cancer-associated DNA mutations, DNA methylation changes, and non-coding RNA expression shifts. Attention is devoted to the existing circulating nucleic acid-based CRC markers, the possibility of their application in clinical practice today, and their future improvement. Approaches to the discovery and verification of new markers are described, and the existing problems and potential solutions for them are highlighted.
Collapse
Affiliation(s)
- Anastasia A. Ponomaryova
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
| | - Elena Yu. Rykova
- Institute of Cytology and Genetics of the Siberian Branch of the Russian Academy of Sciences, 630090 Novosibirsk, Russia
- Department of Engineering Problems of Ecology, Novosibirsk State Technical University, 630087 Novosibirsk, Russia
| | - Anastasia I. Solovyova
- Department of Biochemistry, Medico-Biological Faculty, Siberian State Medical University, 634050 Tomsk, Russia
| | - Anna S. Tarasova
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
| | - Dmitry N. Kostromitsky
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
| | - Alexey Yu. Dobrodeev
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
| | - Sergey A. Afanasiev
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
| | - Nadezhda V. Cherdyntseva
- Cancer Research Institute, Tomsk National Research Medical Center of the Russian Academy of Sciences, 634009 Tomsk, Russia
- Faculty of Chemistry, National Research Tomsk State University, 634050 Tomsk, Russia
| |
Collapse
|
3
|
Rachiglio AM, Forgione L, Pasquale R, Barone CA, Maiello E, Antonuzzo L, Cassata A, Tonini G, Bordonaro R, Rosati G, Zaniboni A, Lonardi S, Ferrari D, Frassineti GL, Tamberi S, Pisconti S, Di Fabio F, Roma C, Orlandi A, Latiano T, Damato A, Tortora G, Pinto C, Normanno N. Dynamics of RAS/BRAF Mutations in cfDNA from Metastatic Colorectal Carcinoma Patients Treated with Polychemotherapy and Anti-EGFR Monoclonal Antibodies. Cancers (Basel) 2022; 14:1052. [PMID: 35205799 PMCID: PMC8870112 DOI: 10.3390/cancers14041052] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Revised: 02/14/2022] [Accepted: 02/17/2022] [Indexed: 02/05/2023] Open
Abstract
Analysis of plasma-derived cell-free DNA (cfDNA) might allow for the early identification of resistance in metastatic colorectal carcinoma (mCRC) patients receiving anti-EGFR monoclonal antibodies. We tested plasma samples from the Erbitux Metastatic Colorectal Cancer Strategy (ERMES) phase III trial of FOLFIRI+Cetuximab in first-line treatment of RAS/BRAF wild-type mCRC. Samples were collected at baseline (n = 37), at 8 weeks of treatment (n = 32), progressive disease (PD; n = 36) and 3 months after PD (n = 21). cfDNA testing was performed using the Idylla™ ctKRAS and ctNRAS-BRAF tests and the Oncomine Pan-Cancer Cell-Free Assay. Analysis of basal samples revealed RAS/BRAF mutations in 6/37 cases. A transient RAS positivity not associated with PD was observed at 8 weeks in five cases that showed no mutations at baseline and PD. The frequency of mutant cases increased at PD (33.3%) and decreased again at 3 months after PD (9.5%). The median progression-free survival (mPFS) of patients RAS/BRAF mutant at PD was 7.13 months versus 7.71 months in wild-type patients (p = 0.3892). These data confirm that the occurrence of RAS/BRAF mutations in mCRC patients receiving anti-EGFR agents is relatively frequent. However, the cfDNA dynamics of RAS mutations in patients treated with anti-EGFR agents plus polychemotherapy are complex and might not be directly associated with resistance to treatment.
Collapse
Affiliation(s)
- Anna Maria Rachiglio
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy; (A.M.R.); (L.F.); (R.P.); (C.R.)
| | - Laura Forgione
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy; (A.M.R.); (L.F.); (R.P.); (C.R.)
| | - Raffaella Pasquale
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy; (A.M.R.); (L.F.); (R.P.); (C.R.)
| | - Carlo Antonio Barone
- Fondazione Policlinico Universitario Agostino Gemelli, 00168 Rome, Italy; (C.A.B.); (A.O.); (G.T.)
| | - Evaristo Maiello
- IRCCS Casa Sollievo della Sofferenza, 71013 San Giovanni Rotondo, Italy; (E.M.); (T.L.)
| | - Lorenzo Antonuzzo
- Medical Oncology Unit, Azienda Ospedaliero Universitaria Careggi, 50134 Florence, Italy;
| | - Antonino Cassata
- Medical Oncology Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy;
| | - Giuseppe Tonini
- Medical Oncology Unit, Università Campus Bio-Medico, 00128 Rome, Italy;
| | | | - Gerardo Rosati
- Medical Oncology Unit, Ospedale San Carlo, 85100 Potenza, Italy;
| | | | | | | | - Giovanni Luca Frassineti
- Medical Oncology Unit, Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS, 47014 Meldola, Italy;
| | | | - Salvatore Pisconti
- Medical Oncology Division, S. Giuseppe Moscati Hospital, 74010 Taranto, Italy;
| | - Francesca Di Fabio
- Medical Oncology Unit, S. Orsola-Malpighi Hospital, 40138 Bologna, Italy;
| | - Cristin Roma
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy; (A.M.R.); (L.F.); (R.P.); (C.R.)
| | - Armando Orlandi
- Fondazione Policlinico Universitario Agostino Gemelli, 00168 Rome, Italy; (C.A.B.); (A.O.); (G.T.)
| | - Tiziana Latiano
- IRCCS Casa Sollievo della Sofferenza, 71013 San Giovanni Rotondo, Italy; (E.M.); (T.L.)
| | - Angela Damato
- Medical Oncology Unit, Clinical Cancer Center, AUSL-IRCCS Reggio Emilia, 42122 Reggio Emilia, Italy; (A.D.); (C.P.)
- Department of Medical Biotechnologies, University of Siena, 53100 Siena, Italy
| | - Giampaolo Tortora
- Fondazione Policlinico Universitario Agostino Gemelli, 00168 Rome, Italy; (C.A.B.); (A.O.); (G.T.)
| | - Carmine Pinto
- Medical Oncology Unit, Clinical Cancer Center, AUSL-IRCCS Reggio Emilia, 42122 Reggio Emilia, Italy; (A.D.); (C.P.)
| | - Nicola Normanno
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori “Fondazione G. Pascale”-IRCCS, 80131 Naples, Italy; (A.M.R.); (L.F.); (R.P.); (C.R.)
| |
Collapse
|
4
|
Fenizia F, Alborelli I, Costa JL, Vollbrecht C, Bellosillo B, Dinjens W, Endris V, Heydt C, Leonards K, Merkelback-Bruse S, Pfarr N, van Marion R, Allen C, Chaudhary R, Gottimukkala R, Hyland F, Wong-Ho E, Jermann P, Machado JC, Hummel M, Stenzinger A, Normanno N. Validation of a Targeted Next-Generation Sequencing Panel for Tumor Mutation Burden Analysis: Results from the Onconetwork Immuno-Oncology Consortium. J Mol Diagn 2021; 23:882-893. [PMID: 33964449 DOI: 10.1016/j.jmoldx.2021.04.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 03/26/2021] [Accepted: 04/12/2021] [Indexed: 12/22/2022] Open
Abstract
Tumor mutation burden (TMB) is evaluated as a biomarker of response to immunotherapy. We present the efforts of the Onconetwork Immuno-Oncology Consortium to validate a commercial targeted sequencing test for TMB calculation. A three-phase study was designed to validate the Oncomine Tumor Mutational Load (OTML) assay at nine European laboratories. Phase 1 evaluated reproducibility and accuracy on seven control samples. In phase 2, six formalin-fixed, paraffin-embedded samples tested with FoundationOne were reanalyzed with the OTML panel to evaluate concordance and reproducibility. Phase 3 involved analysis of 90 colorectal cancer samples with known microsatellite instability (MSI) status to evaluate TMB and MSI association. High reproducibility of TMB was demonstrated among the sites in the first and second phases. Strong correlation was also detected between mean and expected TMB in phase 1 (r2 = 0.998) and phase 2 (r2 = 0.96). Detection of actionable mutations was also confirmed. In colorectal cancer samples, the expected pattern of MSI-high/high-TMB and microsatellite stability/low-TMB was present, and gene signatures produced by the panel suggested the presence of a POLE mutation in two samples. The OTML panel demonstrated robustness and reproducibility for TMB evaluation. Results also suggest the possibility of using the panel for mutational signatures and variant detection. Collaborative efforts between academia and companies are crucial to accelerate the translation of new biomarkers into clinical research.
Collapse
Affiliation(s)
- Francesca Fenizia
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, Naples, Italy
| | - Ilaria Alborelli
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Jose Luis Costa
- Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
| | - Claudia Vollbrecht
- Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Pathology, Berlin, Germany
| | | | - Winand Dinjens
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, the Netherlands
| | - Volker Endris
- Institute of Pathology, University Hospital Heidelberg, Heidelberg, Germany
| | - Carina Heydt
- Institute of Pathology, University Hospital Cologne, Cologne, France
| | - Katharina Leonards
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | | | - Nicole Pfarr
- Institute of Pathology, Technical University Munich, Munich, Germany
| | - Ronald van Marion
- Department of Pathology, Erasmus MC Cancer Institute, University Medical Center, Rotterdam, the Netherlands
| | - Christopher Allen
- Clinical Next-Generation Sequencing Division, Thermo Fisher Scientific, Waltham, Massachusetts
| | - Ruchi Chaudhary
- Clinical Next-Generation Sequencing Division, Thermo Fisher Scientific, Waltham, Massachusetts
| | - Rajesh Gottimukkala
- Clinical Next-Generation Sequencing Division, Thermo Fisher Scientific, Waltham, Massachusetts
| | - Fiona Hyland
- Clinical Next-Generation Sequencing Division, Thermo Fisher Scientific, Waltham, Massachusetts
| | - Elaine Wong-Ho
- Clinical Next-Generation Sequencing Division, Thermo Fisher Scientific, Waltham, Massachusetts
| | - Philip Jermann
- Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland
| | - Jose Carlos Machado
- Institute of Molecular Pathology and Immunology of the University of Porto, Porto, Portugal
| | - Michael Hummel
- Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin, and Berlin Institute of Health, Institute of Pathology, Berlin, Germany
| | | | - Nicola Normanno
- Cell Biology and Biotherapy Unit, Istituto Nazionale Tumori-IRCCS-Fondazione G. Pascale, Naples, Italy.
| |
Collapse
|