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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2018
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.
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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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