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Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells
PURPOSE: Chronic Lymphocytic Leukemia (CLL) is defined by a perturbed B-cell receptor-mediated signaling machinery. We aimed to model differential signaling behavior between B cells from CLL and healthy individuals to pinpoint modes of dysregulation. EXPERIMENTAL DESIGN: We developed an experimental...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3906024/ https://www.ncbi.nlm.nih.gov/pubmed/24489640 http://dx.doi.org/10.1371/journal.pone.0079987 |
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author | Palomba, M. Lia Piersanti, Kelly Ziegler, Carly G. K. Decker, Hugo Cotari, Jesse W. Bantilan, Kurt Rijo, Ivelise Gardner, Jeff R. Heaney, Mark Bemis, Debra Balderas, Robert Malek, Sami N. Seymour, Erlene Zelenetz, Andrew D. van den Brink, Marcel R. M. Altan-Bonnet, Grégoire |
author_facet | Palomba, M. Lia Piersanti, Kelly Ziegler, Carly G. K. Decker, Hugo Cotari, Jesse W. Bantilan, Kurt Rijo, Ivelise Gardner, Jeff R. Heaney, Mark Bemis, Debra Balderas, Robert Malek, Sami N. Seymour, Erlene Zelenetz, Andrew D. van den Brink, Marcel R. M. Altan-Bonnet, Grégoire |
author_sort | Palomba, M. Lia |
collection | PubMed |
description | PURPOSE: Chronic Lymphocytic Leukemia (CLL) is defined by a perturbed B-cell receptor-mediated signaling machinery. We aimed to model differential signaling behavior between B cells from CLL and healthy individuals to pinpoint modes of dysregulation. EXPERIMENTAL DESIGN: We developed an experimental methodology combining immunophenotyping, multiplexed phosphospecific flow cytometry, and multifactorial statistical modeling. Utilizing patterns of signaling network covariance, we modeled BCR signaling in 67 CLL patients using Partial Least Squares Regression (PLSR). Results from multidimensional modeling were validated using an independent test cohort of 38 patients. RESULTS: We identified a dynamic and variable imbalance between proximal (pSYK, pBTK) and distal (pPLCγ2, pBLNK, ppERK) phosphoresponses. PLSR identified the relationship between upstream tyrosine kinase SYK and its target, PLCγ2, as maximally predictive and sufficient to distinguish CLL from healthy samples, pointing to this juncture in the signaling pathway as a hallmark of CLL B cells. Specific BCR pathway signaling signatures that correlate with the disease and its degree of aggressiveness were identified. Heterogeneity in the PLSR response variable within the B cell population is both a characteristic mark of healthy samples and predictive of disease aggressiveness. CONCLUSION: Single-cell multidimensional analysis of BCR signaling permitted focused analysis of the variability and heterogeneity of signaling behavior from patient-to-patient, and from cell-to-cell. Disruption of the pSYK/pPLCγ2 relationship is uncovered as a robust hallmark of CLL B cell signaling behavior. Together, these observations implicate novel elements of the BCR signal transduction as potential therapeutic targets. |
format | Online Article Text |
id | pubmed-3906024 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-39060242014-01-31 Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells Palomba, M. Lia Piersanti, Kelly Ziegler, Carly G. K. Decker, Hugo Cotari, Jesse W. Bantilan, Kurt Rijo, Ivelise Gardner, Jeff R. Heaney, Mark Bemis, Debra Balderas, Robert Malek, Sami N. Seymour, Erlene Zelenetz, Andrew D. van den Brink, Marcel R. M. Altan-Bonnet, Grégoire PLoS One Research Article PURPOSE: Chronic Lymphocytic Leukemia (CLL) is defined by a perturbed B-cell receptor-mediated signaling machinery. We aimed to model differential signaling behavior between B cells from CLL and healthy individuals to pinpoint modes of dysregulation. EXPERIMENTAL DESIGN: We developed an experimental methodology combining immunophenotyping, multiplexed phosphospecific flow cytometry, and multifactorial statistical modeling. Utilizing patterns of signaling network covariance, we modeled BCR signaling in 67 CLL patients using Partial Least Squares Regression (PLSR). Results from multidimensional modeling were validated using an independent test cohort of 38 patients. RESULTS: We identified a dynamic and variable imbalance between proximal (pSYK, pBTK) and distal (pPLCγ2, pBLNK, ppERK) phosphoresponses. PLSR identified the relationship between upstream tyrosine kinase SYK and its target, PLCγ2, as maximally predictive and sufficient to distinguish CLL from healthy samples, pointing to this juncture in the signaling pathway as a hallmark of CLL B cells. Specific BCR pathway signaling signatures that correlate with the disease and its degree of aggressiveness were identified. Heterogeneity in the PLSR response variable within the B cell population is both a characteristic mark of healthy samples and predictive of disease aggressiveness. CONCLUSION: Single-cell multidimensional analysis of BCR signaling permitted focused analysis of the variability and heterogeneity of signaling behavior from patient-to-patient, and from cell-to-cell. Disruption of the pSYK/pPLCγ2 relationship is uncovered as a robust hallmark of CLL B cell signaling behavior. Together, these observations implicate novel elements of the BCR signal transduction as potential therapeutic targets. Public Library of Science 2014-01-29 /pmc/articles/PMC3906024/ /pubmed/24489640 http://dx.doi.org/10.1371/journal.pone.0079987 Text en © 2014 Palomba et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Palomba, M. Lia Piersanti, Kelly Ziegler, Carly G. K. Decker, Hugo Cotari, Jesse W. Bantilan, Kurt Rijo, Ivelise Gardner, Jeff R. Heaney, Mark Bemis, Debra Balderas, Robert Malek, Sami N. Seymour, Erlene Zelenetz, Andrew D. van den Brink, Marcel R. M. Altan-Bonnet, Grégoire Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title | Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title_full | Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title_fullStr | Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title_full_unstemmed | Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title_short | Multidimensional Single-Cell Analysis of BCR Signaling Reveals Proximal Activation Defect As a Hallmark of Chronic Lymphocytic Leukemia B Cells |
title_sort | multidimensional single-cell analysis of bcr signaling reveals proximal activation defect as a hallmark of chronic lymphocytic leukemia b cells |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3906024/ https://www.ncbi.nlm.nih.gov/pubmed/24489640 http://dx.doi.org/10.1371/journal.pone.0079987 |
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