Project description:This study provides a genome-wide map of changes in degradative ubiquitination in response to proteasome inhibition in the multiple myeloma cell line MM.1S. Following proteasome inhibition with lactacystin, CUT and RUN assays were carried out to determine the genomic locations of ubiquitin in multiple myeloma cells stably expressing a flagged version of ubiquitin (MM.1S-3XFlag Ubiquitin cells). In addition, we report the DNA binding locations of the transcription factor c-MYC in basal conditions in MM.1S parental cells.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Relapsed/refractory multiple myeloma (r/r MM) is a disease with often poor prognosis. Hyperactive SUMO signaling is involved in both cancer pathogenesis and cancer progression. A state of increased SUMOylation has been associated with aggressive cancer biology. Here, we found that r/r MM is characterized by a SUMO-high state, and high expression of SUMO E1 ligase (SAE1/UBA2) was associated with poor overall survival. Induced resistance to the second generation proteasome inhibitor (PI) carfilzomib (CFZ) enhanced SUMO pathway activity. Accordingly, CFZ-pretreated patients showed enhanced SUMO pathway activity in the MM compartment. Treatment of MM cell lines with subasumstat, a novel small-molecule SUMO E1 activating enzyme inhibitor, showed synergistic treatment efficacy with CFZ in both PI-sensitive and PI-resistant MM cell lines irrespective of the TP53 state. Combination therapy was effective in two murine MM xenograft models, where in vivo growth was significantly inhibited, and in patient-derived primary MM cells in vitro. Mechanistically, combined subasumstat and CFZ treatment enhanced DNA stress and apoptosis. In summary, our findings reveal activated SUMOylation as a therapeutic target in MM and point to combined SUMO/proteasome inhibition as a novel potent strategy for the treatment of patients with MM.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:Multiple myeloma (MM) is a hematological malignancy characterized by the clonal proliferation of plasma cells within the bone marrow. Despite significant advancements in understanding the pathogenesis and the development of novel therapeutic approaches, MM remains incurable. Emerging evidence indicates aberrant epigenetic activity at cis-regulatory elements (CREs). However, the characterization of these events and the definition of relative impact with MM phenotype is only partially known. To address this gap, we comprehensively analyzed the epigenetic changes occurring during MM progression to identify the events and the key transcriptional regulators sustaining the disease.We profiled a cohort of 55 patient MM samples at diagnosis, post-therapy, and relapse and a cohort of 16 MGUS samples using ATAC-seq. Then, we used footprinting analysis to identify detailed changes in transcription factor engagement. We conducted experiments using in vitro and in vivo methods, including primary cell line models and a MM mouse model (vk-Myc). We employed high-throughput techniques such as ChIP-seq, RNA-seq, and RNA-Single Cell. Our results were confirmed using shRNA interference, dCas9-KRAB-Mediated interference, and the usage of an independent cohort.We stratified the pervasiveness of open chromatin loci in our MM cohort. Penetrant loci were enriched for the binding of the Nuclear Respiratory Factor 1 (NRF1) in MM but not in MGUS samples. These findings were validated using 144 published ATAC-seq profiles of MM. ChIP-seq analysis on 15 MM and 6 MGUS patients confirmed that NRF1 sustains the activity of promoters and enhancers exclusively in MM but not in MGUS. A distinctive NRF1-dependent transcriptional signature of 103 genes was identified, correlating with aggressive disease and bad prognosis (CoMMpass dataset). This signature defines a group of 195 patients with a significantly poorer prognosis (20 months overall survival gap). The gene signature is enriched for survival pathways and ubiquitination. Our experiments show that NRF1 drives the proteasome homeostatic mechanism by enhancing phosphorylation and ubiquitination. NRF1 levels increase during therapy with proteasome inhibitors in our models. We identified a strong MM-specific enhancer element producing eRNA, looping towards the NRF1 gene. Interference with this eRNA downregulated NRF1 expression. Lowering eRNA in the presence of bortezomib increased cell proliferation loss, suggesting potential clinical applications for eRNA interference as an adjuvant to proteasome inhibitors.Collectively, our research supports that MM cells exhibit an addiction to NRF1, providing a survival advantage and therapy escape mechanisms. NRF1 binding reflects higher proteotoxic stress in malignant plasma cells and is crucial for their adaptability. Interfering with NRF1 and its regulatory elements significantly impairs MM therapy escape potential, highlighting its therapeutic benefit in MM treatment strategies.
Project description:NguyenLK2011 - Ubiquitination dynamics in
Ring1B-Bmi1 system
This theoretical model investigates the
dynamics of Ring1B/Bmi1 ubiquitination to identify bistable
switch-like and oscillatory behaviour in the
system. Michaelis-Menten (MM) equations are used to formulate
the model. However, the authors show that the dynamics persist even
for Mass-Action kinetics. This SBML file is the MM version of the
model.
This model is described in the article:
Switches,
excitable responses and oscillations in the Ring1B/Bmi1
ubiquitination system.
Nguyen LK, Muñoz-García J,
Maccario H, Ciechanover A, Kolch W, Kholodenko BN.
PLoS Comput. Biol. 2011 Dec; 7(12):
e1002317
Abstract:
In an active, self-ubiquitinated state, the Ring1B ligase
monoubiquitinates histone H2A playing a critical role in
Polycomb-mediated gene silencing. Following ubiquitination by
external ligases, Ring1B is targeted for proteosomal
degradation. Using biochemical data and computational modeling,
we show that the Ring1B ligase can exhibit abrupt switches,
overshoot transitions and self-perpetuating oscillations
between its distinct ubiquitination and activity states. These
different Ring1B states display canonical or multiply branched,
atypical polyubiquitin chains and involve association with the
Polycomb-group protein Bmi1. Bistable switches and oscillations
may lead to all-or-none histone H2A monoubiquitination rates
and result in discrete periods of gene (in)activity. Switches,
overshoots and oscillations in Ring1B catalytic activity and
proteosomal degradation are controlled by the abundances of
Bmi1 and Ring1B, and the activities and abundances of external
ligases and deubiquitinases, such as E6-AP and USP7.
This model is hosted on
BioModels Database
and identified by:
BIOMD0000000622.
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An enhanced, curated and annotated resource for published
quantitative kinetic models.
To the extent possible under law, all copyright and related or
neighbouring rights to this encoded model have been dedicated to
the public domain worldwide. Please refer to
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