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Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue
BACKGROUND: Gene expression profiling (GEP) studies recognized a prognostic role for tumor microenvironment (TME) in diffuse large B-cell lymphoma (DLBCL), but the routinely adoption of prognostic stromal signatures remains limited. PATIENTS AND METHODS: Here, we applied the computational method CIB...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6311951/ https://www.ncbi.nlm.nih.gov/pubmed/30307529 http://dx.doi.org/10.1093/annonc/mdy450 |
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author | Ciavarella, S Vegliante, M C Fabbri, M De Summa, S Melle, F Motta, G De Iuliis, V Opinto, G Enjuanes, A Rega, S Gulino, A Agostinelli, C Scattone, A Tommasi, S Mangia, A Mele, F Simone, G Zito, A F Ingravallo, G Vitolo, U Chiappella, A Tarella, C Gianni, A M Rambaldi, A Zinzani, P L Casadei, B Derenzini, E Loseto, G Pileri, A Tabanelli, V Fiori, S Rivas-Delgado, A López-Guillermo, A Venesio, T Sapino, A Campo, E Tripodo, C Guarini, A Pileri, S A |
author_facet | Ciavarella, S Vegliante, M C Fabbri, M De Summa, S Melle, F Motta, G De Iuliis, V Opinto, G Enjuanes, A Rega, S Gulino, A Agostinelli, C Scattone, A Tommasi, S Mangia, A Mele, F Simone, G Zito, A F Ingravallo, G Vitolo, U Chiappella, A Tarella, C Gianni, A M Rambaldi, A Zinzani, P L Casadei, B Derenzini, E Loseto, G Pileri, A Tabanelli, V Fiori, S Rivas-Delgado, A López-Guillermo, A Venesio, T Sapino, A Campo, E Tripodo, C Guarini, A Pileri, S A |
author_sort | Ciavarella, S |
collection | PubMed |
description | BACKGROUND: Gene expression profiling (GEP) studies recognized a prognostic role for tumor microenvironment (TME) in diffuse large B-cell lymphoma (DLBCL), but the routinely adoption of prognostic stromal signatures remains limited. PATIENTS AND METHODS: Here, we applied the computational method CIBERSORT to generate a 1028-gene matrix incorporating signatures of 17 immune and stromal cytotypes. Then, we carried out a deconvolution on publicly available GEP data of 482 untreated DLBCLs to reveal associations between clinical outcomes and proportions of putative tumor-infiltrating cell types. Forty-five genes related to peculiar prognostic cytotypes were selected and their expression digitally quantified by NanoString technology on a validation set of 175 formalin-fixed, paraffin-embedded DLBCLs from two randomized trials. Data from an unsupervised clustering analysis were used to build a model of clustering assignment, whose prognostic value was also assessed on an independent cohort of 40 cases. All tissue samples consisted of pretreatment biopsies of advanced-stage DLBCLs treated by comparable R-CHOP/R-CHOP-like regimens. RESULTS: In silico analysis demonstrated that higher proportion of myofibroblasts (MFs), dendritic cells, and CD4(+) T cells correlated with better outcomes and the expression of genes in our panel is associated with a risk of overall and progression-free survival. In a multivariate Cox model, the microenvironment genes retained high prognostic performance independently of the cell-of-origin (COO), and integration of the two prognosticators (COO + TME) improved survival prediction in both validation set and independent cohort. Moreover, the major contribution of MF-related genes to the panel and Gene Set Enrichment Analysis suggested a strong influence of extracellular matrix determinants in DLBCL biology. CONCLUSIONS: Our study identified new prognostic categories of DLBCL, providing an easy-to-apply gene panel that powerfully predicts patients’ survival. Moreover, owing to its relationship with specific stromal and immune components, the panel may acquire a predictive relevance in clinical trials exploring new drugs with known impact on TME. |
format | Online Article Text |
id | pubmed-6311951 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-63119512019-01-07 Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue Ciavarella, S Vegliante, M C Fabbri, M De Summa, S Melle, F Motta, G De Iuliis, V Opinto, G Enjuanes, A Rega, S Gulino, A Agostinelli, C Scattone, A Tommasi, S Mangia, A Mele, F Simone, G Zito, A F Ingravallo, G Vitolo, U Chiappella, A Tarella, C Gianni, A M Rambaldi, A Zinzani, P L Casadei, B Derenzini, E Loseto, G Pileri, A Tabanelli, V Fiori, S Rivas-Delgado, A López-Guillermo, A Venesio, T Sapino, A Campo, E Tripodo, C Guarini, A Pileri, S A Ann Oncol Original Articles BACKGROUND: Gene expression profiling (GEP) studies recognized a prognostic role for tumor microenvironment (TME) in diffuse large B-cell lymphoma (DLBCL), but the routinely adoption of prognostic stromal signatures remains limited. PATIENTS AND METHODS: Here, we applied the computational method CIBERSORT to generate a 1028-gene matrix incorporating signatures of 17 immune and stromal cytotypes. Then, we carried out a deconvolution on publicly available GEP data of 482 untreated DLBCLs to reveal associations between clinical outcomes and proportions of putative tumor-infiltrating cell types. Forty-five genes related to peculiar prognostic cytotypes were selected and their expression digitally quantified by NanoString technology on a validation set of 175 formalin-fixed, paraffin-embedded DLBCLs from two randomized trials. Data from an unsupervised clustering analysis were used to build a model of clustering assignment, whose prognostic value was also assessed on an independent cohort of 40 cases. All tissue samples consisted of pretreatment biopsies of advanced-stage DLBCLs treated by comparable R-CHOP/R-CHOP-like regimens. RESULTS: In silico analysis demonstrated that higher proportion of myofibroblasts (MFs), dendritic cells, and CD4(+) T cells correlated with better outcomes and the expression of genes in our panel is associated with a risk of overall and progression-free survival. In a multivariate Cox model, the microenvironment genes retained high prognostic performance independently of the cell-of-origin (COO), and integration of the two prognosticators (COO + TME) improved survival prediction in both validation set and independent cohort. Moreover, the major contribution of MF-related genes to the panel and Gene Set Enrichment Analysis suggested a strong influence of extracellular matrix determinants in DLBCL biology. CONCLUSIONS: Our study identified new prognostic categories of DLBCL, providing an easy-to-apply gene panel that powerfully predicts patients’ survival. Moreover, owing to its relationship with specific stromal and immune components, the panel may acquire a predictive relevance in clinical trials exploring new drugs with known impact on TME. Oxford University Press 2018-12 2018-10-11 /pmc/articles/PMC6311951/ /pubmed/30307529 http://dx.doi.org/10.1093/annonc/mdy450 Text en © The Author(s) 2018. Published by Oxford University Press on behalf of the European Society for Medical Oncology. http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Articles Ciavarella, S Vegliante, M C Fabbri, M De Summa, S Melle, F Motta, G De Iuliis, V Opinto, G Enjuanes, A Rega, S Gulino, A Agostinelli, C Scattone, A Tommasi, S Mangia, A Mele, F Simone, G Zito, A F Ingravallo, G Vitolo, U Chiappella, A Tarella, C Gianni, A M Rambaldi, A Zinzani, P L Casadei, B Derenzini, E Loseto, G Pileri, A Tabanelli, V Fiori, S Rivas-Delgado, A López-Guillermo, A Venesio, T Sapino, A Campo, E Tripodo, C Guarini, A Pileri, S A Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title | Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title_full | Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title_fullStr | Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title_full_unstemmed | Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title_short | Dissection of DLBCL microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
title_sort | dissection of dlbcl microenvironment provides a gene expression-based predictor of survival applicable to formalin-fixed paraffin-embedded tissue |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6311951/ https://www.ncbi.nlm.nih.gov/pubmed/30307529 http://dx.doi.org/10.1093/annonc/mdy450 |
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