Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia

Acute myeloid leukemia (AML) is a common and aggressive hematological malignancy. Acquisition of heterogeneous genetic aberrations and epigenetic dysregulation lead to the transformation of hematopoietic stem cells (HSC) into leukemic stem cells (LSC), which subsequently gives rise to immature blast...

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Main Authors: Subha Saha, Krushna Chandra Murmu, Mayukh Biswas, Sohini Chakraborty, Jhinuk Basu, Swati Madhulika, Srinivasa Prasad Kolapalli, Santosh Chauhan, Amitava Sengupta, Punit Prasad
Format: Article
Language:English
Published: Frontiers Media S.A. 2019-08-01
Series:Frontiers in Oncology
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Online Access:https://www.frontiersin.org/article/10.3389/fonc.2019.00692/full
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language English
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author Subha Saha
Krushna Chandra Murmu
Mayukh Biswas
Sohini Chakraborty
Jhinuk Basu
Swati Madhulika
Srinivasa Prasad Kolapalli
Santosh Chauhan
Amitava Sengupta
Punit Prasad
spellingShingle Subha Saha
Krushna Chandra Murmu
Mayukh Biswas
Sohini Chakraborty
Jhinuk Basu
Swati Madhulika
Srinivasa Prasad Kolapalli
Santosh Chauhan
Amitava Sengupta
Punit Prasad
Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
Frontiers in Oncology
RNA binding proteins (RBP)
myeloid development
acute myeloid leukemia (AML)
hematopoietic stem cells
leukemic stem cells
author_facet Subha Saha
Krushna Chandra Murmu
Mayukh Biswas
Sohini Chakraborty
Jhinuk Basu
Swati Madhulika
Srinivasa Prasad Kolapalli
Santosh Chauhan
Amitava Sengupta
Punit Prasad
author_sort Subha Saha
title Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
title_short Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
title_full Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
title_fullStr Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
title_full_unstemmed Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and Leukemia
title_sort transcriptomic analysis identifies rna binding proteins as putative regulators of myelopoiesis and leukemia
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2019-08-01
description Acute myeloid leukemia (AML) is a common and aggressive hematological malignancy. Acquisition of heterogeneous genetic aberrations and epigenetic dysregulation lead to the transformation of hematopoietic stem cells (HSC) into leukemic stem cells (LSC), which subsequently gives rise to immature blast cells and a leukemic phenotype. LSCs are responsible for disease relapse as current chemotherapeutic regimens are not able to completely eradicate these cellular sub-populations. Therefore, it is critical to improve upon the existing knowledge of LSC specific markers, which would allow for specific targeting of these cells more effectively allowing for their sustained eradication from the cellular milieu. Although significant milestones in decoding the aberrant transcriptional network of various cancers, including leukemia, have been achieved, studies on the involvement of post-transcriptional gene regulation (PTGR) in disease progression are beginning to unfold. RNA binding proteins (RBPs) are key players in mediating PTGR and they regulate the intracellular fate of individual transcripts, from their biogenesis to RNA metabolism, via interactions with RNA binding domains (RBDs). In this study, we have used an integrative approach to systematically profile RBP expression and identify key regulatory RBPs involved in normal myeloid development and AML. We have analyzed RNA-seq datasets (GSE74246) of HSCs, common myeloid progenitors (CMPs), granulocyte-macrophage progenitors (GMPs), monocytes, LSCs, and blasts. We observed that normal and leukemic cells can be distinguished on the basis of RBP expression, which is indicative of their ability to define cellular identity, similar to transcription factors. We identified that distinctly co-expressing modules of RBPs and their subclasses were enriched in hematopoietic stem/progenitor (HSPCs) and differentiated monocytes. We detected expression of DZIP3, an E3 ubiquitin ligase, in HSPCs, knockdown of which promotes monocytic differentiation in cell line model. We identified co-expression modules of RBP genes in LSCs and among these, distinct modules of RBP genes with high and low expression. The expression of several AML-specific RBPs were also validated by quantitative polymerase chain reaction. Network analysis identified densely connected hubs of ribosomal RBP genes (rRBPs) with low expression in LSCs, suggesting the dependency of LSCs on altered ribosome dynamics. In conclusion, our systematic analysis elucidates the RBP transcriptomic landscape in normal and malignant myelopoiesis, and highlights the functional consequences that may result from perturbation of RBP gene expression in these cellular landscapes.
topic RNA binding proteins (RBP)
myeloid development
acute myeloid leukemia (AML)
hematopoietic stem cells
leukemic stem cells
url https://www.frontiersin.org/article/10.3389/fonc.2019.00692/full
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spelling doaj-30803bc55e61450d97dcef14d86a83552020-11-25T02:33:13ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2019-08-01910.3389/fonc.2019.00692468213Transcriptomic Analysis Identifies RNA Binding Proteins as Putative Regulators of Myelopoiesis and LeukemiaSubha Saha0Krushna Chandra Murmu1Mayukh Biswas2Sohini Chakraborty3Jhinuk Basu4Swati Madhulika5Srinivasa Prasad Kolapalli6Santosh Chauhan7Amitava Sengupta8Punit Prasad9Epigenetic and Chromatin Biology Unit, Institute of Life Sciences, Bhubaneswar, IndiaEpigenetic and Chromatin Biology Unit, Institute of Life Sciences, Bhubaneswar, IndiaTranslational Research Unit of Excellence (TRUE), Stem Cell and Leukemia Laboratory, Council of Scientific and Industrial Research (CSIR)-Indian Institute of Chemical Biology (IICB), Kolkata, IndiaDepartment of Pathology, New York University School of Medicine, New York, NY, United StatesEpigenetic and Chromatin Biology Unit, Institute of Life Sciences, Bhubaneswar, IndiaEpigenetic and Chromatin Biology Unit, Institute of Life Sciences, Bhubaneswar, IndiaCell Biology and Infectious Disease Unit, Institute of Life Sciences, Bhubaneswar, IndiaCell Biology and Infectious Disease Unit, Institute of Life Sciences, Bhubaneswar, IndiaTranslational Research Unit of Excellence (TRUE), Stem Cell and Leukemia Laboratory, Council of Scientific and Industrial Research (CSIR)-Indian Institute of Chemical Biology (IICB), Kolkata, IndiaEpigenetic and Chromatin Biology Unit, Institute of Life Sciences, Bhubaneswar, IndiaAcute myeloid leukemia (AML) is a common and aggressive hematological malignancy. Acquisition of heterogeneous genetic aberrations and epigenetic dysregulation lead to the transformation of hematopoietic stem cells (HSC) into leukemic stem cells (LSC), which subsequently gives rise to immature blast cells and a leukemic phenotype. LSCs are responsible for disease relapse as current chemotherapeutic regimens are not able to completely eradicate these cellular sub-populations. Therefore, it is critical to improve upon the existing knowledge of LSC specific markers, which would allow for specific targeting of these cells more effectively allowing for their sustained eradication from the cellular milieu. Although significant milestones in decoding the aberrant transcriptional network of various cancers, including leukemia, have been achieved, studies on the involvement of post-transcriptional gene regulation (PTGR) in disease progression are beginning to unfold. RNA binding proteins (RBPs) are key players in mediating PTGR and they regulate the intracellular fate of individual transcripts, from their biogenesis to RNA metabolism, via interactions with RNA binding domains (RBDs). In this study, we have used an integrative approach to systematically profile RBP expression and identify key regulatory RBPs involved in normal myeloid development and AML. We have analyzed RNA-seq datasets (GSE74246) of HSCs, common myeloid progenitors (CMPs), granulocyte-macrophage progenitors (GMPs), monocytes, LSCs, and blasts. We observed that normal and leukemic cells can be distinguished on the basis of RBP expression, which is indicative of their ability to define cellular identity, similar to transcription factors. We identified that distinctly co-expressing modules of RBPs and their subclasses were enriched in hematopoietic stem/progenitor (HSPCs) and differentiated monocytes. We detected expression of DZIP3, an E3 ubiquitin ligase, in HSPCs, knockdown of which promotes monocytic differentiation in cell line model. We identified co-expression modules of RBP genes in LSCs and among these, distinct modules of RBP genes with high and low expression. The expression of several AML-specific RBPs were also validated by quantitative polymerase chain reaction. Network analysis identified densely connected hubs of ribosomal RBP genes (rRBPs) with low expression in LSCs, suggesting the dependency of LSCs on altered ribosome dynamics. In conclusion, our systematic analysis elucidates the RBP transcriptomic landscape in normal and malignant myelopoiesis, and highlights the functional consequences that may result from perturbation of RBP gene expression in these cellular landscapes.https://www.frontiersin.org/article/10.3389/fonc.2019.00692/fullRNA binding proteins (RBP)myeloid developmentacute myeloid leukemia (AML)hematopoietic stem cellsleukemic stem cells