Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival

Aiming to find key genes and events, we analyze a large data set on diffuse large B-cell lymphoma (DLBCL) gene-expression (248 patients, 12196 spots). Applying the loess normalization method on these raw data yields improved survival predictions, in particular for the clinical important group of pat...

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Main Authors: T. Müller, H.K. Müller-Hermelink, A. Rosenwald, M. Dittrich, J. Schultz, M. Weniger, J. Engelmann, S. Blenk, T. Dandekar
Format: Article
Language:English
Published: SAGE Publishing 2007-01-01
Series:Cancer Informatics
Subjects:
Online Access:http://la-press.com/article.php?article_id=470
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spelling doaj-47416f5b5f9e474092cfe7ec4ab5fd362020-11-25T01:20:48ZengSAGE PublishingCancer Informatics1176-93512007-01-013399420Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient SurvivalT. MüllerH.K. Müller-HermelinkA. RosenwaldM. DittrichJ. SchultzM. WenigerJ. EngelmannS. BlenkT. DandekarAiming to find key genes and events, we analyze a large data set on diffuse large B-cell lymphoma (DLBCL) gene-expression (248 patients, 12196 spots). Applying the loess normalization method on these raw data yields improved survival predictions, in particular for the clinical important group of patients with medium survival time. Furthermore, we identify a simplified prognosis predictor, which stratifies different risk groups similarly well as complex signatures. We identify specifi c, activated B cell-like (ABC) and germinal center B cell-like (GCB) distinguishing genes. These include early (e.g. CDKN3) and late (e.g. CDKN2C) cell cycle genes.Independently from previous classification by marker genes we confirm a clear binary class distinction between the ABC and GCB subgroups. An earlier suggested third entity is not supported. A key regulatory network, distinguishing marked over-expression in ABC from that in GCB, is built by: ASB13, BCL2, BCL6, BCL7A, CCND2, COL3A1, CTGF, FN1, FOXP1, IGHM, IRF4, LMO2, LRMP, MAPK10, MME, MYBL1, NEIL1 and SH3BP5. It predicts and supports the aggressive behaviour of the ABC subgroup. These results help to understand target interactions, improve subgroup diagnosis, risk prognosis as well as therapy in the ABC and GCB DLBCL subgroups.http://la-press.com/article.php?article_id=470regulationgene expressioncancerimmunityprognosis
collection DOAJ
language English
format Article
sources DOAJ
author T. Müller
H.K. Müller-Hermelink
A. Rosenwald
M. Dittrich
J. Schultz
M. Weniger
J. Engelmann
S. Blenk
T. Dandekar
spellingShingle T. Müller
H.K. Müller-Hermelink
A. Rosenwald
M. Dittrich
J. Schultz
M. Weniger
J. Engelmann
S. Blenk
T. Dandekar
Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
Cancer Informatics
regulation
gene expression
cancer
immunity
prognosis
author_facet T. Müller
H.K. Müller-Hermelink
A. Rosenwald
M. Dittrich
J. Schultz
M. Weniger
J. Engelmann
S. Blenk
T. Dandekar
author_sort T. Müller
title Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
title_short Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
title_full Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
title_fullStr Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
title_full_unstemmed Germinal Center B Cell-Like (GCB) and Activated B Cell-Like (ABC) Type of Diffuse Large B Cell Lymphoma (DLBCL): Analysis of Molecular Predictors, Signatures, Cell Cycle State and Patient Survival
title_sort germinal center b cell-like (gcb) and activated b cell-like (abc) type of diffuse large b cell lymphoma (dlbcl): analysis of molecular predictors, signatures, cell cycle state and patient survival
publisher SAGE Publishing
series Cancer Informatics
issn 1176-9351
publishDate 2007-01-01
description Aiming to find key genes and events, we analyze a large data set on diffuse large B-cell lymphoma (DLBCL) gene-expression (248 patients, 12196 spots). Applying the loess normalization method on these raw data yields improved survival predictions, in particular for the clinical important group of patients with medium survival time. Furthermore, we identify a simplified prognosis predictor, which stratifies different risk groups similarly well as complex signatures. We identify specifi c, activated B cell-like (ABC) and germinal center B cell-like (GCB) distinguishing genes. These include early (e.g. CDKN3) and late (e.g. CDKN2C) cell cycle genes.Independently from previous classification by marker genes we confirm a clear binary class distinction between the ABC and GCB subgroups. An earlier suggested third entity is not supported. A key regulatory network, distinguishing marked over-expression in ABC from that in GCB, is built by: ASB13, BCL2, BCL6, BCL7A, CCND2, COL3A1, CTGF, FN1, FOXP1, IGHM, IRF4, LMO2, LRMP, MAPK10, MME, MYBL1, NEIL1 and SH3BP5. It predicts and supports the aggressive behaviour of the ABC subgroup. These results help to understand target interactions, improve subgroup diagnosis, risk prognosis as well as therapy in the ABC and GCB DLBCL subgroups.
topic regulation
gene expression
cancer
immunity
prognosis
url http://la-press.com/article.php?article_id=470
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