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1.
Nat Biotechnol ; 41(8): 1140-1150, 2023 08.
Article in English | MEDLINE | ID: mdl-36624151

ABSTRACT

Investigating how chromatin organization determines cell-type-specific gene expression remains challenging. Experimental methods for measuring three-dimensional chromatin organization, such as Hi-C, are costly and have technical limitations, restricting their broad application particularly in high-throughput genetic perturbations. We present C.Origami, a multimodal deep neural network that performs de novo prediction of cell-type-specific chromatin organization using DNA sequence and two cell-type-specific genomic features-CTCF binding and chromatin accessibility. C.Origami enables in silico experiments to examine the impact of genetic changes on chromatin interactions. We further developed an in silico genetic screening approach to assess how individual DNA elements may contribute to chromatin organization and to identify putative cell-type-specific trans-acting regulators that collectively determine chromatin architecture. Applying this approach to leukemia cells and normal T cells, we demonstrate that cell-type-specific in silico genetic screening, enabled by C.Origami, can be used to systematically discover novel chromatin regulation circuits in both normal and disease-related biological systems.


Subject(s)
Chromatin , Genome , Chromatin/genetics , Genomics , Neural Networks, Computer , Genetic Testing
2.
Nat Immunol ; 23(10): 1424-1432, 2022 10.
Article in English | MEDLINE | ID: mdl-36138187

ABSTRACT

B cell progenitor acute lymphoblastic leukemia (B-ALL) treatment has been revolutionized by T cell-based immunotherapies-including chimeric antigen receptor T cell therapy (CAR-T) and the bispecific T cell engager therapeutic, blinatumomab-targeting surface glycoprotein CD19. Unfortunately, many patients with B-ALL will fail immunotherapy due to 'antigen escape'-the loss or absence of leukemic CD19 targeted by anti-leukemic T cells. In the present study, we utilized a genome-wide CRISPR-Cas9 screening approach to identify modulators of CD19 abundance on human B-ALL blasts. These studies identified a critical role for the transcriptional activator ZNF143 in CD19 promoter activation. Conversely, the RNA-binding protein, NUDT21, limited expression of CD19 by regulating CD19 messenger RNA polyadenylation and stability. NUDT21 deletion in B-ALL cells increased the expression of CD19 and the sensitivity to CD19-specific CAR-T and blinatumomab. In human B-ALL patients treated with CAR-T and blinatumomab, upregulation of NUDT21 mRNA coincided with CD19 loss at disease relapse. Together, these studies identify new CD19 modulators in human B-ALL.


Subject(s)
Burkitt Lymphoma , Lymphoma, B-Cell , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Receptors, Chimeric Antigen , Antigens, CD19/genetics , Antigens, CD19/metabolism , Cleavage And Polyadenylation Specificity Factor/metabolism , Humans , Immunotherapy, Adoptive/adverse effects , Membrane Glycoproteins/metabolism , Polyadenylation , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , RNA, Messenger/genetics , RNA, Messenger/metabolism , Receptors, Chimeric Antigen/metabolism , Trans-Activators/metabolism
3.
Trends Immunol ; 43(6): 466-477, 2022 06.
Article in English | MEDLINE | ID: mdl-35490133

ABSTRACT

tRNAs are central players in decoding the genetic code linking codons in mRNAs with cognate amino acids during protein synthesis. Recent discoveries have placed tRNAs as key regulators of gene expression during hematopoiesis, especially in hematopoietic stem cell (HSC) maintenance and immune development. These functions have been shown to be influenced by dynamic changes in tRNA expression, post-transcriptional base modifications, tRNA-interacting proteins, and tRNA fragmentation; these events underlie the complexity of tRNA-mediated regulatory events in hematopoiesis. In this review, we discuss these recent findings and highlight how deregulation of tRNA biogenesis can contribute to hematological malignancies.


Subject(s)
Hematologic Neoplasms , RNA, Transfer , Codon , Genetic Code , Hematologic Neoplasms/genetics , Hematopoiesis/genetics , Humans , RNA, Transfer/chemistry , RNA, Transfer/genetics , RNA, Transfer/metabolism
4.
Nature ; 601(7893): 428-433, 2022 01.
Article in English | MEDLINE | ID: mdl-34937946

ABSTRACT

Although deregulation of transfer RNA (tRNA) biogenesis promotes the translation of pro-tumorigenic mRNAs in cancers1,2, the mechanisms and consequences of tRNA deregulation in tumorigenesis are poorly understood. Here we use a CRISPR-Cas9 screen to focus on genes that have been implicated in tRNA biogenesis, and identify a mechanism by which altered valine tRNA biogenesis enhances mitochondrial bioenergetics in T cell acute lymphoblastic leukaemia (T-ALL). Expression of valine aminoacyl tRNA synthetase is transcriptionally upregulated by NOTCH1, a key oncogene in T-ALL, underlining a role for oncogenic transcriptional programs in coordinating tRNA supply and demand. Limiting valine bioavailability through restriction of dietary valine intake disrupted this balance in mice, resulting in decreased leukaemic burden and increased survival in vivo. Mechanistically, valine restriction reduced translation rates of mRNAs that encode subunits of mitochondrial complex I, leading to defective assembly of complex I and impaired oxidative phosphorylation. Finally, a genome-wide CRISPR-Cas9 loss-of-function screen in differential valine conditions identified several genes, including SLC7A5 and BCL2, whose genetic ablation or pharmacological inhibition synergized with valine restriction to reduce T-ALL growth. Our findings identify tRNA deregulation as a critical adaptation in the pathogenesis of T-ALL and provide a molecular basis for the use of dietary approaches to target tRNA biogenesis in blood malignancies.


Subject(s)
Precursor T-Cell Lymphoblastic Leukemia-Lymphoma , Valine-tRNA Ligase , Valine , Animals , Biological Availability , CRISPR-Cas Systems , Diet , Electron Transport Complex I/genetics , Large Neutral Amino Acid-Transporter 1 , Mice , Mitochondria/metabolism , Oxidative Phosphorylation , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/metabolism , Proto-Oncogene Proteins c-bcl-2 , RNA, Transfer/genetics , Valine/metabolism , Valine-tRNA Ligase/metabolism
5.
Cell Stem Cell ; 28(4): 718-731.e6, 2021 04 01.
Article in English | MEDLINE | ID: mdl-33450187

ABSTRACT

Lack of cellular differentiation is a hallmark of many human cancers, including acute myeloid leukemia (AML). Strategies to overcome such a differentiation blockade are an approach for treating AML. To identify targets for differentiation-based therapies, we applied an integrated cell surface-based CRISPR platform to assess genes involved in maintaining the undifferentiated state of leukemia cells. Here we identify the RNA-binding protein ZFP36L2 as a critical regulator of AML maintenance and differentiation. Mechanistically, ZFP36L2 interacts with the 3' untranslated region of key myeloid maturation genes, including the ZFP36 paralogs, to promote their mRNA degradation and suppress terminal myeloid cell differentiation. Genetic inhibition of ZFP36L2 restores the mRNA stability of these targeted transcripts and ultimately triggers myeloid differentiation in leukemia cells. Epigenome profiling of several individuals with primary AML revealed enhancer modules near ZFP36L2 that associated with distinct AML cell states, establishing a coordinated epigenetic and post-transcriptional mechanism that shapes leukemic differentiation.


Subject(s)
Antigens, Surface , Leukemia, Myeloid, Acute , Cell Differentiation/genetics , Clustered Regularly Interspaced Short Palindromic Repeats/genetics , Hematopoiesis , Humans , Leukemia, Myeloid, Acute/genetics
6.
Nat Genet ; 52(4): 388-400, 2020 04.
Article in English | MEDLINE | ID: mdl-32203470

ABSTRACT

Differences in three-dimensional (3D) chromatin architecture can influence the integrity of topologically associating domains (TADs) and rewire specific enhancer-promoter interactions, impacting gene expression and leading to human disease. Here we investigate the 3D chromatin architecture in T cell acute lymphoblastic leukemia (T-ALL) by using primary human leukemia specimens and examine the dynamic responses of this architecture to pharmacological agents. Systematic integration of matched in situ Hi-C, RNA-seq and CTCF ChIP-seq datasets revealed widespread differences in intra-TAD chromatin interactions and TAD boundary insulation in T-ALL. Our studies identify and focus on a TAD 'fusion' event associated with absence of CTCF-mediated insulation, enabling direct interactions between the MYC promoter and a distal super-enhancer. Moreover, our data also demonstrate that small-molecule inhibitors targeting either oncogenic signal transduction or epigenetic regulation can alter specific 3D interactions found in leukemia. Overall, our study highlights the impact, complexity and dynamic nature of 3D chromatin architecture in human acute leukemia.


Subject(s)
Chromatin/genetics , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/genetics , T-Lymphocytes/physiology , Animals , CCCTC-Binding Factor/genetics , Carcinogenesis/genetics , Cell Line, Tumor , Enhancer Elements, Genetic/genetics , Epigenesis, Genetic/genetics , Humans , Jurkat Cells , Mice , Promoter Regions, Genetic/genetics
7.
Trends Immunol ; 40(9): 809-824, 2019 09.
Article in English | MEDLINE | ID: mdl-31422902

ABSTRACT

Epigenetic dysregulation plays a profound role in the pathogenesis of hematological malignancies, which is often the result of somatic mutations of chromatin regulators. Previously, these mutations were largely considered to alter gene expression in two dimensions, by activating or repressing chromatin states; however, research in the last decade has highlighted the increasing impact of the 3D organization of the genome in gene regulation and disease pathogenesis. Here, we summarize the current principles of 3D chromatin organization, how the integrity of the 3D genome governs immune cell development and malignant transformation, as well as how underlying (epi-)genetic drivers of 3D chromatin alterations might act as potential novel therapeutic targets for hematological malignancies.


Subject(s)
Chromatin/genetics , Chromatin/immunology , Hematopoiesis/genetics , Hematopoiesis/immunology , Imaging, Three-Dimensional , Animals , Chromatin/chemistry , Humans
8.
Pharmacol Ther ; 199: 129-138, 2019 07.
Article in English | MEDLINE | ID: mdl-30885876

ABSTRACT

Cancer is fueled by the aberrant activity of oncogenic and tumor suppressive pathways. Transcriptional dysregulation of these pathways play a major role both in the genesis and development of cancer. Dysregulation of transcriptional programs can be mediated by genetic and epigenetic alterations targeting both protein coding genes and non-coding regulatory elements like enhancers and super-enhancers. Super-enhancers, characterized as large clusters of enhancers in close proximity, have been identified as essential oncogenic drivers required for the maintenance of cancer cell identity. As a result, cancer cells are often addicted to the super-enhancer driven transcriptional programs. Furthermore, pharmacological inhibitors targeting key components of super-enhancer assembly and activation have shown great promise in reducing tumor growth and proliferation in several pre-clinical tumor models. This article reviews the current understanding of super-enhancer assembly and activation, the different mechanisms by which cancer cells acquire oncogenic super-enhancers and, finally, the potential of targeting super-enhancers as future therapeutics.


Subject(s)
Carcinogenesis/genetics , Enhancer Elements, Genetic , Neoplasms/genetics , Animals , Genes, myc , Humans
9.
Cancer Cell ; 32(4): 402-403, 2017 10 09.
Article in English | MEDLINE | ID: mdl-29017053

ABSTRACT

The clinical success of the BH3-mimetic venetoclax has generated increasing interest to target BCL2 family proteins in oncology. In this issue of Cancer Cell, Reyna and colleagues demonstrate the potential of a pharmacological activator of the pro-apoptotic protein BAX to suppress acute myeloid leukemia both alone and together with venetoclax.


Subject(s)
Apoptosis , Leukemia, Myeloid, Acute , Humans , Proto-Oncogene Proteins c-bcl-2 , bcl-2-Associated X Protein
10.
Oncotarget ; 8(39): 64918-64931, 2017 Sep 12.
Article in English | MEDLINE | ID: mdl-29029401

ABSTRACT

The DNA damage response (DDR) is central to the cell survival and it requires post-translational modifications, in part, to sense the damage, amplify the signaling response and recruit and regulate DNA repair enzymes. Lysine methylation of histones such as H4K20 and non-histone proteins including p53 has been shown to be essential for the mounting of the DDR. It is well-known that the lysine methyltransferase SET7 regulates the DDR, as cells lacking this enzyme are hypersensitive to chemotherapeutic drugs. To define addition substrates of SET7 involved in the DDR, we screened a peptide array encompassing potential lysine methylation sites from >100 key DDR proteins and identified peptides from 58 proteins to be lysine methylated defining a methylation consensus sequence of [S>K-2; S>R-1; K0] consistent with previous findings. We focused on K377 methylation of the Flap endonuclease 1 (FEN1), a structure specific endonuclease with important functions in Okazaki fragment processing during DNA replication as a substrate of SET7. FEN1 was monomethylated by SET7 in vivo in a cell cycle dependent manner with levels increasing as cells progressed through S phase and decreasing as they exited S phase, as detected using K377me1 specific antibodies. Although K377me1 did not affect the enzymatic activity of FEN1, it was required for the cellular response to replicative stress by FEN1. These finding define FEN1 as a new substrate of SET7 required for the DDR.

12.
Elife ; 42015 Aug 12.
Article in English | MEDLINE | ID: mdl-26267306

ABSTRACT

G-quadruplexes (G4) are extremely stable secondary structures forming stacks of guanine tetrads. DNA G4 structures have been extensively studied, however, less is known about G4 motifs in mRNAs, especially in their coding sequences. Herein, we show that Aven stimulates the mRNA translation of the mixed lineage leukemia (MLL) proto-oncogene in an arginine methylation-dependent manner. The Aven RGG/RG motif bound G4 structures within the coding regions of the MLL1 and MLL4 mRNAs increasing their polysomal association and translation, resulting in the induction of transcription of leukemic genes. The DHX36 RNA helicase associated with the Aven complex and was required for optimal translation of G4 mRNAs. Depletion of Aven led to a decrease in synthesis of MLL1 and MLL4 proteins resulting in reduced proliferation of leukemic cells. These findings identify an Aven-centered complex that stimulates the translation of G4 harboring mRNAs, thereby promoting survival of leukemic cells.


Subject(s)
Adaptor Proteins, Signal Transducing/metabolism , Apoptosis Regulatory Proteins/metabolism , DNA-Binding Proteins/biosynthesis , G-Quadruplexes , Histone-Lysine N-Methyltransferase/metabolism , Leukemia, Biphenotypic, Acute/pathology , Membrane Proteins/metabolism , Myeloid-Lymphoid Leukemia Protein/metabolism , Protein Biosynthesis , RNA, Messenger/metabolism , Cell Line , Cell Proliferation , DEAD-box RNA Helicases/metabolism , Humans , Proto-Oncogene Mas
13.
Mol Cell ; 50(5): 613-23, 2013 Jun 06.
Article in English | MEDLINE | ID: mdl-23746349

ABSTRACT

Motifs rich in arginines and glycines were recognized several decades ago to play functional roles and were termed glycine-arginine-rich (GAR) domains and/or RGG boxes. We review here the evolving functions of the RGG box along with several sequence variations that we collectively term the RGG/RG motif. Greater than 1,000 human proteins harbor the RGG/RG motif, and these proteins influence numerous physiological processes such as transcription, pre-mRNA splicing, DNA damage signaling, mRNA translation, and the regulation of apoptosis. In particular, we discuss the role of the RGG/RG motif in mediating nucleic acid and protein interactions, a function that is often regulated by arginine methylation and partner-binding proteins. The physiological relevance of the RGG/RG motif is highlighted by its association with several diseases including neurological and neuromuscular diseases and cancer. Herein, we discuss the evidence for the emerging diverse functionality of this important motif.


Subject(s)
Protein Interaction Domains and Motifs , Proteins/chemistry , Proteins/metabolism , Alternative Splicing , Amino Acid Motifs , Amino Acid Sequence , Amyotrophic Lateral Sclerosis/metabolism , Apoptosis/physiology , Arginine/metabolism , DNA Damage , Fragile X Syndrome/metabolism , Humans , Methylation , Molecular Sequence Data , Neoplasms/metabolism , Neuromuscular Diseases/metabolism , Protein Biosynthesis
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